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Generate Smarter Generative AI Outputs

school 5 activities
update Last updated about 19 hours
person Managed by Google Cloud
This learning path is for developers who want to build applications with generative AI. Learn how to develop an AI project on Google Cloud, use diffusion models for image generation, and build a search application with Vector Search and embeddings. Then, dive deeper into multimodal prompts and multimodal RAG with Gemini to generate text and visual data.
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01

Introduction to AI and Machine Learning on Google Cloud

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access_time 8 hours
show_chart Introductory

This course introduces the AI and machine learning (ML) offerings on Google Cloud that build both predictive and generative AI projects. It explores the technologies, products, and tools available throughout the data-to-AI life cycle, encompassing AI foundations, development, and solutions....

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02

Introduction to Image Generation

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access_time 30 minutes
show_chart Intermediate

This course introduces diffusion models, a family of machine learning models that recently showed promise in the image generation space. Diffusion models draw inspiration from physics, specifically thermodynamics. Within the last few years, diffusion models became popular in both research...

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03

Vector Search and Embeddings

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access_time 2 hours
show_chart Intermediate

This course introduces Vertex AI Vector Search and describes how it can be used to build a search application with large language model (LLM) APIs for embeddings. The course consists of conceptual lessons on vector search and text embeddings, practical...

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04

Build LangChain Applications using Vertex AI

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access_time 6 hours
show_chart Introductory

Complete the introductory Build LangChain Applications using Vertex AI skill badge to learn how to build Generative AI applications using LangChain and the Retrieval Augmented Generation (RAG) technique for text-based content, powered by Vertex AI's advanced Generative AI capabilities. Discover...

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05

Inspect Rich Documents with Gemini Multimodality and Multimodal RAG

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access_time 5 hours
show_chart Intermediate

Complete the intermediate Inspect Rich Documents with Gemini Multimodality and Multimodal RAG skill badge to demonstrate skills in the following: using multimodal prompts to extract information from text and visual data, generating a video description, and retrieving extra information beyond...

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